Face Generation

In this project, you'll define and train a DCGAN on a dataset of faces. Your goal is to get a generator network to generate new images of faces that look as realistic as possible!

The project will be broken down into a series of tasks from loading in data to defining and training adversarial networks. At the end of the notebook, you'll be able to visualize the results of your trained Generator to see how it performs; your generated samples should look like fairly realistic faces with small amounts of noise.

Get the Data

You'll be using the CelebFaces Attributes Dataset (CelebA) to train your adversarial networks.

This dataset is more complex than the number datasets (like MNIST or SVHN) you've been working with, and so, you should prepare to define deeper networks and train them for a longer time to get good results. It is suggested that you utilize a GPU for training.

Pre-processed Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. Some sample data is show below.

If you are working locally, you can download this data by clicking here

This is a zip file that you'll need to extract in the home directory of this notebook for further loading and processing. After extracting the data, you should be left with a directory of data processed_celeba_small/

In [ ]:
# can comment out after executing
!unzip processed_celeba_small.zip

Archive:  processed_celeba_small.zip
   creating: processed_celeba_small/
  inflating: processed_celeba_small/.DS_Store  
   creating: __MACOSX/
   creating: __MACOSX/processed_celeba_small/
  inflating: __MACOSX/processed_celeba_small/._.DS_Store  
   creating: processed_celeba_small/celeba/
  inflating: processed_celeba_small/celeba/.DS_Store  
   creating: __MACOSX/processed_celeba_small/celeba/
  inflating: __MACOSX/processed_celeba_small/celeba/._.DS_Store  
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In [1]:
data_dir = 'processed_celeba_small/'

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import pickle as pkl
import matplotlib.pyplot as plt
import numpy as np
import problem_unittests as tests
#import helper

%matplotlib inline

Visualize the CelebA Data

The CelebA dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations, you'll only need the images. Note that these are color images with 3 color channels (RGB)#RGB_Images) each.

Pre-process and Load the Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. This pre-processed dataset is a smaller subset of the very large CelebA data.

There are a few other steps that you'll need to transform this data and create a DataLoader.

Exercise: Complete the following get_dataloader function, such that it satisfies these requirements:

  • Your images should be square, Tensor images of size image_size x image_size in the x and y dimension.
  • Your function should return a DataLoader that shuffles and batches these Tensor images.

ImageFolder

To create a dataset given a directory of images, it's recommended that you use PyTorch's ImageFolder wrapper, with a root directory processed_celeba_small/ and data transformation passed in.

In [2]:
# necessary imports
import torch
from torchvision import datasets
from torch.utils.data import DataLoader
from torchvision import transforms
In [3]:
def get_dataloader(batch_size, image_size, data_dir='processed_celeba_small/'):
    """
    Batch the neural network data using DataLoader
    :param batch_size: The size of each batch; the number of images in a batch
    :param img_size: The square size of the image data (x, y)
    :param data_dir: Directory where image data is located
    :return: DataLoader with batched data
    """
    
    # TODO: Implement function and return a dataloader
    transform = transforms.Compose([transforms.Resize(image_size), transforms.ToTensor()])
    celeba_dataset = datasets.ImageFolder(data_dir, transform)
    celeba_loader = DataLoader(dataset=celeba_dataset, batch_size=batch_size, shuffle=True)
    return celeba_loader

Create a DataLoader

Exercise: Create a DataLoader celeba_train_loader with appropriate hyperparameters.

Call the above function and create a dataloader to view images.

  • You can decide on any reasonable batch_size parameter
  • Your image_size must be 32. Resizing the data to a smaller size will make for faster training, while still creating convincing images of faces!
In [4]:
# Define function hyperparameters
batch_size = 128
img_size = 32

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# Call your function and get a dataloader
celeba_train_loader = get_dataloader(batch_size, img_size)

Next, you can view some images! You should seen square images of somewhat-centered faces.

Note: You'll need to convert the Tensor images into a NumPy type and transpose the dimensions to correctly display an image, suggested imshow code is below, but it may not be perfect.

In [5]:
# helper display function
def imshow(img):
    npimg = img.numpy()
    plt.imshow(np.transpose(npimg, (1, 2, 0)))

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# obtain one batch of training images
dataiter = iter(celeba_train_loader)
images, _ = dataiter.next() # _ for no labels
print(images.shape)

# plot the images in the batch, along with the corresponding labels
fig = plt.figure(figsize=(20, 4))
plot_size=20
for idx in np.arange(plot_size):
    ax = fig.add_subplot(2, plot_size/2, idx+1, xticks=[], yticks=[])
    imshow(images[idx])

torch.Size([128, 3, 32, 32])

Exercise: Pre-process your image data and scale it to a pixel range of -1 to 1

You need to do a bit of pre-processing; you know that the output of a tanh activated generator will contain pixel values in a range from -1 to 1, and so, we need to rescale our training images to a range of -1 to 1. (Right now, they are in a range from 0-1.)

In [6]:
# TODO: Complete the scale function
def scale(x, feature_range=(-1, 1)):
    ''' Scale takes in an image x and returns that image, scaled
       with a feature_range of pixel values from -1 to 1. 
       This function assumes that the input x is already scaled from 0-1.'''
    # assume x is scaled to (0, 1)
    # scale to feature_range and return scaled x
    min, max = feature_range
    x = x * (max - min) + min
    return x
In [7]:
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# check scaled range
# should be close to -1 to 1
img = images[0]
scaled_img = scale(img)

print('Min: ', scaled_img.min())
print('Max: ', scaled_img.max())

Min:  tensor(-0.9686)
Max:  tensor(1.)

Define the Model

A GAN is comprised of two adversarial networks, a discriminator and a generator.

Discriminator

Your first task will be to define the discriminator. This is a convolutional classifier like you've built before, only without any maxpooling layers. To deal with this complex data, it's suggested you use a deep network with normalization. You are also allowed to create any helper functions that may be useful.

Exercise: Complete the Discriminator class

  • The inputs to the discriminator are 32x32x3 tensor images
  • The output should be a single value that will indicate whether a given image is real or fake
In [8]:
import torch.nn as nn
import torch.nn.functional as F
In [9]:
# ref previous DCGAN exercise notebook
# helper conv function
def conv(in_channels, out_channels, kernel_size, stride=2, padding=1, batch_norm=True):
    """Creates a convolutional layer, with optional batch normalization.
    """
    layers = []
    conv_layer = nn.Conv2d(in_channels=in_channels, out_channels=out_channels, 
                           kernel_size=kernel_size, stride=stride, padding=padding, bias=False)
    
    layers.append(conv_layer)

    if batch_norm:
        layers.append(nn.BatchNorm2d(out_channels))
    return nn.Sequential(*layers)
In [11]:
class Discriminator(nn.Module):

    def __init__(self, conv_dim):
        """
        Initialize the Discriminator Module
        :param conv_dim: The depth of the first convolutional layer
        """
        super(Discriminator, self).__init__()

        self.conv_dim = conv_dim # 32x32
        self.conv1 = conv(3, conv_dim, 4, batch_norm=False) # 16x6
        self.conv2 = conv(conv_dim, conv_dim*2, 4) # 8x8
        self.conv3 = conv(conv_dim*2, conv_dim*4, 4) # 4x4
        self.conv4 = conv(conv_dim*4, conv_dim*8, 4) # 2x2
        self.fc = nn.Linear(conv_dim*8*2*2, 1) 
        

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: Discriminator logits; the output of the neural network
        """
        out = F.leaky_relu(self.conv1(x), 0.2)
        out = F.leaky_relu(self.conv2(out), 0.2)
        out = F.leaky_relu(self.conv3(out), 0.2)
        out = F.leaky_relu(self.conv4(out), 0.2)
        out = out.view(-1, self.conv_dim*8*2*2)
        out = self.fc(out)  
        return out


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(Discriminator)

Tests Passed

Generator

The generator should upsample an input and generate a new image of the same size as our training data 32x32x3. This should be mostly transpose convolutional layers with normalization applied to the outputs.

Exercise: Complete the Generator class

  • The inputs to the generator are vectors of some length z_size
  • The output should be a image of shape 32x32x3
In [12]:
# helper deconv function from DCGAN Network exercise 
def deconv(in_channels, out_channels, kernel_size, stride=2, padding=1, batch_norm=True):
    """Creates a transposed-convolutional layer, with optional batch normalization.
    """
    ## TODO: Complete this function
    ## create a sequence of transpose + optional batch norm layers
    
    layers = []
    conv_layer = nn.ConvTranspose2d(in_channels, out_channels, 
                           kernel_size, stride, padding, bias=False)
    
    # append conv layer
    layers.append(conv_layer)

    if batch_norm:
        # append batchnorm layer
        layers.append(nn.BatchNorm2d(out_channels))
     
    # using Sequential container
    return nn.Sequential(*layers)
In [40]:
class Generator(nn.Module): # ref DCGAN exercise and add more layer
    
    def __init__(self, z_size, conv_dim):
        """
        Initialize the Generator Module
        :param z_size: The length of the input latent vector, z
        :param conv_dim: The depth of the inputs to the *last* transpose convolutional layer
        """
        super(Generator, self).__init__()

        self.conv_dim = conv_dim
        self.fc = nn.Linear(z_size, conv_dim*8*2*2)
        self.t_conv1 = deconv(conv_dim*8, conv_dim*4, 4)
        self.t_conv2 = deconv(conv_dim*4, conv_dim*2, 4)
        self.t_conv3 = deconv(conv_dim*2, conv_dim, 4)
        self.t_conv4 = deconv(conv_dim, 3, 4)

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: A 32x32x3 Tensor image as output
        """
        # define feedforward behavior
        
        out = self.fc(x)
        out = out.view(-1,self.conv_dim*8, 2, 2)
        
        out = F.relu(self.t_conv1(out))
        out = F.relu(self.t_conv2(out))
        out = F.relu(self.t_conv3(out))
        
        out = self.t_conv4(out)
        out = F.tanh(out)
        return out

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(Generator)

Tests Passed
In [ ]:

Initialize the weights of your networks

To help your models converge, you should initialize the weights of the convolutional and linear layers in your model. From reading the original DCGAN paper, they say:

All weights were initialized from a zero-centered Normal distribution with standard deviation 0.02.

So, your next task will be to define a weight initialization function that does just this!

You can refer back to the lesson on weight initialization or even consult existing model code, such as that from the networks.py file in CycleGAN Github repository to help you complete this function.

Exercise: Complete the weight initialization function

  • This should initialize only convolutional and linear layers
  • Initialize the weights to a normal distribution, centered around 0, with a standard deviation of 0.02.
  • The bias terms, if they exist, may be left alone or set to 0.
In [41]:
from torch.nn import init
def weights_init_normal(m):
    """
    Applies initial weights to certain layers in a model .
    The weights are taken from a normal distribution 
    with mean = 0, std dev = 0.02.
    :param m: A module or layer in a network    
    """
    # classname will be something like:
    # `Conv`, `BatchNorm2d`, `Linear`, etc.
    classname = m.__class__.__name__
    
    # TODO: Apply initial weights to convolutional and linear layers
    if hasattr(m, 'weight') and (classname.find('Conv') != -1 or classname.find('Linear') != -1):
        init.normal_(m.weight.data, 0.0, 0.02)
        if hasattr(m, 'bias') and m.bias is not None:
            init.constant_(m.bias.data, 0.0)
    elif classname.find('BatchNorm2d') != -1: 
        init.normal_(m.weight.data, 1.0, 0.02)
        init.constant_(m.bias.data, 0.0)

Build complete network

Define your models' hyperparameters and instantiate the discriminator and generator from the classes defined above. Make sure you've passed in the correct input arguments.

In [42]:
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
def build_network(d_conv_dim, g_conv_dim, z_size):
    # define discriminator and generator
    D = Discriminator(d_conv_dim)
    G = Generator(z_size=z_size, conv_dim=g_conv_dim)

    # initialize model weights
    D.apply(weights_init_normal)
    G.apply(weights_init_normal)

    print(D)
    print()
    print(G)
    
    return D, G

Exercise: Define model hyperparameters

In [60]:
# Define model hyperparams
d_conv_dim = 64
g_conv_dim = 64
z_size = 100

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
D, G = build_network(d_conv_dim, g_conv_dim, z_size)

Discriminator(
  (conv1): Sequential(
    (0): Conv2d(3, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
  (conv2): Sequential(
    (0): Conv2d(64, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv3): Sequential(
    (0): Conv2d(128, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv4): Sequential(
    (0): Conv2d(256, 512, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (fc): Linear(in_features=2048, out_features=1, bias=True)
)

Generator(
  (fc): Linear(in_features=100, out_features=2048, bias=True)
  (t_conv1): Sequential(
    (0): ConvTranspose2d(512, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv2): Sequential(
    (0): ConvTranspose2d(256, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv3): Sequential(
    (0): ConvTranspose2d(128, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv4): Sequential(
    (0): ConvTranspose2d(64, 3, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(3, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
)

Training on GPU

Check if you can train on GPU. Here, we'll set this as a boolean variable train_on_gpu. Later, you'll be responsible for making sure that

  • Models,
  • Model inputs, and
  • Loss function arguments

Are moved to GPU, where appropriate.

In [61]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import torch

# Check for a GPU
train_on_gpu = torch.cuda.is_available()
if not train_on_gpu:
    print('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Training on GPU!')

Training on GPU!

Discriminator and Generator Losses

Now we need to calculate the losses for both types of adversarial networks.

Discriminator Losses

  • For the discriminator, the total loss is the sum of the losses for real and fake images, d_loss = d_real_loss + d_fake_loss.
  • Remember that we want the discriminator to output 1 for real images and 0 for fake images, so we need to set up the losses to reflect that.

Generator Loss

The generator loss will look similar only with flipped labels. The generator's goal is to get the discriminator to think its generated images are real.

Exercise: Complete real and fake loss functions

You may choose to use either cross entropy or a least squares error loss to complete the following real_loss and fake_loss functions.

In [45]:
def real_loss(D_out):
    '''Calculates how close discriminator outputs are to being real.
       param, D_out: discriminator logits
       return: real loss'''
    batch_size = D_out.size(0)
    labels = torch.ones(batch_size) # real labels = 1
    if train_on_gpu:
        labels = labels.cuda()
    criterion = nn.BCEWithLogitsLoss()
    loss = criterion(D_out.squeeze(), labels)
    return loss

def fake_loss(D_out):
    '''Calculates how close discriminator outputs are to being fake.
       param, D_out: discriminator logits
       return: fake loss'''
    batch_size = D_out.size(0)
    labels = torch.zeros(batch_size) # fake labels = 0
    if train_on_gpu:
        labels = labels.cuda()
    criterion = nn.BCEWithLogitsLoss()
    loss = criterion(D_out.squeeze(), labels)
    return loss

Optimizers

Exercise: Define optimizers for your Discriminator (D) and Generator (G)

Define optimizers for your models with appropriate hyperparameters.

In [62]:
import torch.optim as optim

# same with DCGAN exercise ref: https://arxiv.org/pdf/1511.06434.pdf
# Create optimizers for the discriminator D and generator G
lr = 0.0002
beta1=0.5
beta2=0.999

# Create optimizers for the discriminator and generator
d_optimizer = optim.Adam(D.parameters(), lr, [beta1, beta2])
g_optimizer = optim.Adam(G.parameters(), lr, [beta1, beta2])

Training

Training will involve alternating between training the discriminator and the generator. You'll use your functions real_loss and fake_loss to help you calculate the discriminator losses.

  • You should train the discriminator by alternating on real and fake images
  • Then the generator, which tries to trick the discriminator and should have an opposing loss function

Saving Samples

You've been given some code to print out some loss statistics and save some generated "fake" samples.

Exercise: Complete the training function

Keep in mind that, if you've moved your models to GPU, you'll also have to move any model inputs to GPU.

In [63]:
def train(D, G, n_epochs, print_every=50):
    '''Trains adversarial networks for some number of epochs
       param, D: the discriminator network
       param, G: the generator network
       param, n_epochs: number of epochs to train for
       param, print_every: when to print and record the models' losses
       return: D and G losses'''
    
    # move models to GPU
    if train_on_gpu:
        D.cuda()
        G.cuda()

    # keep track of loss and generated, "fake" samples
    samples = []
    losses = []

    # Get some fixed data for sampling. These are images that are held
    # constant throughout training, and allow us to inspect the model's performance
    sample_size=16
    fixed_z = np.random.uniform(-1, 1, size=(sample_size, z_size))
    fixed_z = torch.from_numpy(fixed_z).float()
    # move z to GPU if available
    if train_on_gpu:
        fixed_z = fixed_z.cuda()

    # epoch training loop
    for epoch in range(n_epochs):

        # batch training loop
        for batch_i, (real_images, _) in enumerate(celeba_train_loader):

            batch_size = real_images.size(0)
            real_images = scale(real_images)

            # ===============================================
            #         YOUR CODE HERE: TRAIN THE NETWORKS
            # ===============================================
            
            # 1. Train the discriminator on real and fake images
            d_optimizer.zero_grad()
            if train_on_gpu:
                real_images = real_images.cuda()
            d_real_loss = real_loss(D(real_images))

            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            if train_on_gpu:
                z = z.cuda()
            fake_images = G(z)

            D_fake = D(fake_images)
            d_fake_loss = fake_loss(D_fake)
            
            d_loss = d_real_loss + d_fake_loss
            d_loss.backward()
            d_optimizer.step()
            
            
            
            # 2. Train the generator with an adversarial loss
            g_optimizer.zero_grad()
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            if train_on_gpu:
                z = z.cuda()
            fake_images = G(z)
            D_fake = D(fake_images)
            g_loss = real_loss(D_fake) 
            g_loss.backward()
            g_optimizer.step()
            
            # ===============================================
            #              END OF YOUR CODE
            # ===============================================

            # Print some loss stats
            if batch_i % print_every == 0:
                # append discriminator loss and generator loss
                losses.append((d_loss.item(), g_loss.item()))
                # print discriminator and generator loss
                print('Epoch [{:5d}/{:5d}] | d_loss: {:6.4f} | g_loss: {:6.4f}'.format(
                        epoch+1, n_epochs, d_loss.item(), g_loss.item()))


        ## AFTER EACH EPOCH##    
        # this code assumes your generator is named G, feel free to change the name
        # generate and save sample, fake images
        G.eval() # for generating samples
        samples_z = G(fixed_z)
        samples.append(samples_z)
        G.train() # back to training mode

    # Save training generator samples
    with open('train_samples_50.pkl', 'wb') as f:
        pkl.dump(samples, f)
    
    # finally return losses
    return losses

Set your number of training epochs and train your GAN!

In [64]:
# set number of epochs 
n_epochs = 10


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
# call training function
losses = train(D, G, n_epochs=n_epochs)

Epoch [    1/   10] | d_loss: 1.6053 | g_loss: 2.2301
Epoch [    1/   10] | d_loss: 0.0241 | g_loss: 7.1571
Epoch [    1/   10] | d_loss: 0.0361 | g_loss: 4.8230
Epoch [    1/   10] | d_loss: 0.0160 | g_loss: 6.7643
Epoch [    1/   10] | d_loss: 0.0158 | g_loss: 7.1855
Epoch [    1/   10] | d_loss: 0.0271 | g_loss: 5.3420
Epoch [    1/   10] | d_loss: 0.0234 | g_loss: 6.1699
Epoch [    1/   10] | d_loss: 0.0061 | g_loss: 7.5931
Epoch [    1/   10] | d_loss: 0.0090 | g_loss: 7.1086
Epoch [    1/   10] | d_loss: 0.0012 | g_loss: 7.7170
Epoch [    1/   10] | d_loss: 0.0048 | g_loss: 7.6427
Epoch [    1/   10] | d_loss: 0.0010 | g_loss: 7.8385
Epoch [    1/   10] | d_loss: 0.0029 | g_loss: 7.4821
Epoch [    1/   10] | d_loss: 0.0008 | g_loss: 7.9770
Epoch [    1/   10] | d_loss: 0.0008 | g_loss: 7.9162
Epoch [    2/   10] | d_loss: 0.0022 | g_loss: 7.9302
Epoch [    2/   10] | d_loss: 0.0008 | g_loss: 7.8603
Epoch [    2/   10] | d_loss: 0.0006 | g_loss: 8.0764
Epoch [    2/   10] | d_loss: 0.0008 | g_loss: 8.2519
Epoch [    2/   10] | d_loss: 0.0001 | g_loss: 9.6819
Epoch [    2/   10] | d_loss: 0.0004 | g_loss: 8.4355
Epoch [    2/   10] | d_loss: 0.0004 | g_loss: 8.5520
Epoch [    2/   10] | d_loss: 0.0035 | g_loss: 8.1934
Epoch [    2/   10] | d_loss: 0.0007 | g_loss: 9.0909
Epoch [    2/   10] | d_loss: 0.0066 | g_loss: 14.7876
Epoch [    2/   10] | d_loss: 0.0550 | g_loss: 6.1236
Epoch [    2/   10] | d_loss: 0.0757 | g_loss: 3.7988
Epoch [    2/   10] | d_loss: 0.1363 | g_loss: 3.6384
Epoch [    2/   10] | d_loss: 0.0884 | g_loss: 4.4010
Epoch [    2/   10] | d_loss: 0.0772 | g_loss: 4.4257
Epoch [    3/   10] | d_loss: 0.1251 | g_loss: 4.1153
Epoch [    3/   10] | d_loss: 0.8332 | g_loss: 5.7521
Epoch [    3/   10] | d_loss: 0.5547 | g_loss: 1.9877
Epoch [    3/   10] | d_loss: 0.5630 | g_loss: 3.8042
Epoch [    3/   10] | d_loss: 0.4633 | g_loss: 2.6224
Epoch [    3/   10] | d_loss: 0.9160 | g_loss: 1.7728
Epoch [    3/   10] | d_loss: 0.6562 | g_loss: 3.7196
Epoch [    3/   10] | d_loss: 0.3473 | g_loss: 2.6098
Epoch [    3/   10] | d_loss: 0.4028 | g_loss: 1.7999
Epoch [    3/   10] | d_loss: 1.1829 | g_loss: 4.8749
Epoch [    3/   10] | d_loss: 0.8558 | g_loss: 2.1743
Epoch [    3/   10] | d_loss: 0.7208 | g_loss: 3.2615
Epoch [    3/   10] | d_loss: 1.8287 | g_loss: 6.4851
Epoch [    3/   10] | d_loss: 0.6627 | g_loss: 4.0151
Epoch [    3/   10] | d_loss: 0.5097 | g_loss: 3.5797
Epoch [    4/   10] | d_loss: 0.7083 | g_loss: 1.2531
Epoch [    4/   10] | d_loss: 0.8319 | g_loss: 2.5375
Epoch [    4/   10] | d_loss: 0.4740 | g_loss: 1.7104
Epoch [    4/   10] | d_loss: 0.4696 | g_loss: 2.8559
Epoch [    4/   10] | d_loss: 0.6151 | g_loss: 0.8816
Epoch [    4/   10] | d_loss: 0.7805 | g_loss: 3.1150
Epoch [    4/   10] | d_loss: 0.5198 | g_loss: 2.7999
Epoch [    4/   10] | d_loss: 0.8463 | g_loss: 2.2651
Epoch [    4/   10] | d_loss: 1.1430 | g_loss: 5.0536
Epoch [    4/   10] | d_loss: 0.4391 | g_loss: 2.9275
Epoch [    4/   10] | d_loss: 0.4018 | g_loss: 3.0491
Epoch [    4/   10] | d_loss: 0.6200 | g_loss: 4.2635
Epoch [    4/   10] | d_loss: 0.7029 | g_loss: 3.4159
Epoch [    4/   10] | d_loss: 0.5490 | g_loss: 2.1451
Epoch [    4/   10] | d_loss: 1.5552 | g_loss: 0.4837
Epoch [    5/   10] | d_loss: 0.7322 | g_loss: 2.0609
Epoch [    5/   10] | d_loss: 0.6571 | g_loss: 3.6414
Epoch [    5/   10] | d_loss: 1.7461 | g_loss: 7.5840
Epoch [    5/   10] | d_loss: 0.4639 | g_loss: 2.6608
Epoch [    5/   10] | d_loss: 0.5875 | g_loss: 3.1735
Epoch [    5/   10] | d_loss: 0.4019 | g_loss: 4.1284
Epoch [    5/   10] | d_loss: 0.7352 | g_loss: 2.2425
Epoch [    5/   10] | d_loss: 0.6762 | g_loss: 2.5526
Epoch [    5/   10] | d_loss: 0.3930 | g_loss: 3.5874
Epoch [    5/   10] | d_loss: 0.6370 | g_loss: 4.7808
Epoch [    5/   10] | d_loss: 0.5672 | g_loss: 1.8234
Epoch [    5/   10] | d_loss: 0.6830 | g_loss: 2.2025
Epoch [    5/   10] | d_loss: 0.6820 | g_loss: 2.5612
Epoch [    5/   10] | d_loss: 0.3919 | g_loss: 3.1944
Epoch [    5/   10] | d_loss: 0.5335 | g_loss: 2.0086
Epoch [    6/   10] | d_loss: 0.4326 | g_loss: 2.1633
Epoch [    6/   10] | d_loss: 0.6288 | g_loss: 3.8428
Epoch [    6/   10] | d_loss: 0.7564 | g_loss: 3.1389
Epoch [    6/   10] | d_loss: 0.4786 | g_loss: 1.8771
Epoch [    6/   10] | d_loss: 0.4432 | g_loss: 2.0314
Epoch [    6/   10] | d_loss: 0.4662 | g_loss: 3.1550
Epoch [    6/   10] | d_loss: 0.5957 | g_loss: 2.4911
Epoch [    6/   10] | d_loss: 0.8954 | g_loss: 5.0364
Epoch [    6/   10] | d_loss: 0.4574 | g_loss: 3.9138
Epoch [    6/   10] | d_loss: 0.7191 | g_loss: 4.1191
Epoch [    6/   10] | d_loss: 1.4930 | g_loss: 3.0111
Epoch [    6/   10] | d_loss: 0.7397 | g_loss: 3.3382
Epoch [    6/   10] | d_loss: 0.5136 | g_loss: 2.3913
Epoch [    6/   10] | d_loss: 0.9037 | g_loss: 1.0650
Epoch [    6/   10] | d_loss: 0.5360 | g_loss: 2.3507
Epoch [    7/   10] | d_loss: 0.4363 | g_loss: 2.9934
Epoch [    7/   10] | d_loss: 0.4602 | g_loss: 3.6997
Epoch [    7/   10] | d_loss: 0.6255 | g_loss: 2.0906
Epoch [    7/   10] | d_loss: 0.5062 | g_loss: 2.7281
Epoch [    7/   10] | d_loss: 0.8806 | g_loss: 4.3127
Epoch [    7/   10] | d_loss: 1.2255 | g_loss: 4.5957
Epoch [    7/   10] | d_loss: 0.5224 | g_loss: 2.2176
Epoch [    7/   10] | d_loss: 0.6547 | g_loss: 4.7241
Epoch [    7/   10] | d_loss: 0.5101 | g_loss: 3.2794
Epoch [    7/   10] | d_loss: 0.6580 | g_loss: 1.8289
Epoch [    7/   10] | d_loss: 0.4761 | g_loss: 2.3139
Epoch [    7/   10] | d_loss: 0.3928 | g_loss: 3.0080
Epoch [    7/   10] | d_loss: 0.3822 | g_loss: 2.4091
Epoch [    7/   10] | d_loss: 0.6015 | g_loss: 2.4941
Epoch [    7/   10] | d_loss: 0.6917 | g_loss: 1.7505
Epoch [    8/   10] | d_loss: 0.4796 | g_loss: 2.2585
Epoch [    8/   10] | d_loss: 0.5109 | g_loss: 2.2305
Epoch [    8/   10] | d_loss: 0.7744 | g_loss: 1.2542
Epoch [    8/   10] | d_loss: 0.6092 | g_loss: 4.2062
Epoch [    8/   10] | d_loss: 0.4740 | g_loss: 2.3827
Epoch [    8/   10] | d_loss: 0.5103 | g_loss: 1.7205
Epoch [    8/   10] | d_loss: 0.4802 | g_loss: 1.5026
Epoch [    8/   10] | d_loss: 0.3023 | g_loss: 2.9066
Epoch [    8/   10] | d_loss: 0.3887 | g_loss: 3.0923
Epoch [    8/   10] | d_loss: 0.6770 | g_loss: 3.7448
Epoch [    8/   10] | d_loss: 0.6033 | g_loss: 1.4529
Epoch [    8/   10] | d_loss: 0.5928 | g_loss: 2.2853
Epoch [    8/   10] | d_loss: 0.5106 | g_loss: 2.3871
Epoch [    8/   10] | d_loss: 0.3646 | g_loss: 3.5785
Epoch [    8/   10] | d_loss: 0.5117 | g_loss: 3.4677
Epoch [    9/   10] | d_loss: 0.6370 | g_loss: 2.2865
Epoch [    9/   10] | d_loss: 0.4333 | g_loss: 2.7092
Epoch [    9/   10] | d_loss: 0.8351 | g_loss: 3.9208
Epoch [    9/   10] | d_loss: 0.5294 | g_loss: 2.2017
Epoch [    9/   10] | d_loss: 0.3162 | g_loss: 4.3619
Epoch [    9/   10] | d_loss: 0.6888 | g_loss: 2.5084
Epoch [    9/   10] | d_loss: 0.2787 | g_loss: 2.7112
Epoch [    9/   10] | d_loss: 0.3924 | g_loss: 2.0268
Epoch [    9/   10] | d_loss: 0.9675 | g_loss: 3.0342
Epoch [    9/   10] | d_loss: 0.5468 | g_loss: 2.1468
Epoch [    9/   10] | d_loss: 0.6852 | g_loss: 1.7135
Epoch [    9/   10] | d_loss: 0.4001 | g_loss: 3.0068
Epoch [    9/   10] | d_loss: 0.5193 | g_loss: 2.9315
Epoch [    9/   10] | d_loss: 0.4240 | g_loss: 2.7450
Epoch [    9/   10] | d_loss: 0.7616 | g_loss: 4.4228
Epoch [   10/   10] | d_loss: 0.6087 | g_loss: 4.0857
Epoch [   10/   10] | d_loss: 0.9067 | g_loss: 5.5278
Epoch [   10/   10] | d_loss: 0.2471 | g_loss: 2.1037
Epoch [   10/   10] | d_loss: 0.5494 | g_loss: 1.3850
Epoch [   10/   10] | d_loss: 0.4646 | g_loss: 3.4092
Epoch [   10/   10] | d_loss: 0.4333 | g_loss: 4.0250
Epoch [   10/   10] | d_loss: 1.0778 | g_loss: 3.7808
Epoch [   10/   10] | d_loss: 0.3659 | g_loss: 3.3770
Epoch [   10/   10] | d_loss: 0.4289 | g_loss: 2.5825
Epoch [   10/   10] | d_loss: 0.5039 | g_loss: 2.4037
Epoch [   10/   10] | d_loss: 0.7883 | g_loss: 5.2203
Epoch [   10/   10] | d_loss: 0.3832 | g_loss: 2.5748
Epoch [   10/   10] | d_loss: 0.7054 | g_loss: 4.2136
Epoch [   10/   10] | d_loss: 0.4678 | g_loss: 3.7867
Epoch [   10/   10] | d_loss: 0.3440 | g_loss: 2.5384

Training loss

Plot the training losses for the generator and discriminator, recorded after each epoch.

In [65]:
fig, ax = plt.subplots()
losses = np.array(losses)
plt.plot(losses.T[0], label='Discriminator', alpha=0.5)
plt.plot(losses.T[1], label='Generator', alpha=0.5)
plt.title("Training Losses")
plt.legend()
Out[65]:
<matplotlib.legend.Legend at 0x7f00b6fc6a90>

Generator samples from training

View samples of images from the generator, and answer a question about the strengths and weaknesses of your trained models.

In [66]:
# helper function for viewing a list of passed in sample images
def view_samples(epoch, samples):
    fig, axes = plt.subplots(figsize=(16,4), nrows=2, ncols=8, sharey=True, sharex=True)
    for ax, img in zip(axes.flatten(), samples[epoch]):
        img = img.detach().cpu().numpy()
        img = np.transpose(img, (1, 2, 0))
        img = ((img + 1)*255 / (2)).astype(np.uint8)
        ax.xaxis.set_visible(False)
        ax.yaxis.set_visible(False)
        im = ax.imshow(img.reshape((32,32,3)))
In [67]:
# Load samples from generator, taken while training
with open('train_samples_50.pkl', 'rb') as f:
    samples = pkl.load(f)
In [68]:
_ = view_samples(-1, samples)

Question: What do you notice about your generated samples and how might you improve this model?

When you answer this question, consider the following factors:

  • The dataset is biased; it is made of "celebrity" faces that are mostly white
  • Model size; larger models have the opportunity to learn more features in a data feature space
  • Optimization strategy; optimizers and number of epochs affect your final result

Answer: Referencing DCGAN exercise and their mentioned paper. Add more conv layers.

Test1: d_loss: 0.0000 | g_loss: 12.1837 with epoch 2 can't see the image very well.

Test2: Adjust learning rate to 0.0005 -> d_loss: 0.0000 | g_loss: 18.3513 -> feel something wrong because d_loss is 0.

Test3: I wrongly put the Relu Acitivation in t_conv4 of Generator. Modify it and testing with epoch 10. Results end with the loss d_loss: 0.8819 | g_loss: 3.0279. Generated result is acceptable but dark and white color adjust are strong. So I try it again with epoch 50.

Test4: epoch 50 -> d_loss: 0.9755 | g_loss: 11.5535

All the learning rate that I use are from reference paper. But their dimension is 64x64. Model can be improved by adjusting image size. Change it d_conv_dim and g_conv_dim to 64 and test with small epoch.

Test5: epoch 50 -> d_loss: 0.3440 | g_loss: 2.5384

Increaing the epoch doesn't improve the loss. Setting image size to 64 with smaller epoch and putting label smoothing can produce the better results.

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "problem_unittests.py" files in your submission.